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fmt

Syntologyentry name in harvested coderead from the graph 2026-09-24

fmt appears in the code Syntology harvested for 14 papers, as 15 distinct code bodies found in 15 places (a place is one code body under one paper). At least one of them ran in 10 of the papers; 6 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named fmt do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 11 of the 15 distinct code bodies named fmt; 4 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
0ran · fixture could not drive it
8ran
4unverified
6fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 15 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

14 papers shown of 14, newest first; 15 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 10 papers added by Syntology. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
Certified but Private: Scalable Zero-Knowledge Proofs for Neural Network Guarantees added by Syntology 2026-08 (from id) youweizhong/PANDA/evaluation/reporting/component_report.py f4b95b988ca47e28 ran fingerprinted MIT (permissive)
Environment-Grounded Automated Prompt Optimization for LLM Game Agents added by Syntology 2026-06 (from id) ReanFernandes/rapoa/final_paper_plotting/gen_condition_summary.py 5416d3f7ac720a6d ran fingerprinted no licence file found · pointer only
What Twelve LLM Agent Benchmark Papers Disclose About Themselves: A Pilot Audit and an Open Scoring Schema added by Syntology 2026-05 (from id) mahdinaser/reprobe-audit/score_corpus.py 7ce2982f28f2b074 ran · our draft was wrong fingerprinted MIT (permissive)
CiteVQA: Benchmarking Evidence Attribution for Trustworthy Document Intelligence added by Syntology 2026-05 (from id) opendatalab/CiteVQA/eval/summarize.py e172f46060bcf6d9 ran MIT (permissive)
Cornerstones or Stumbling Blocks? Deciphering the Rock Tokens in On-Policy Distillation added by Syntology 2026-05 (from id) YuxuanJiang1/Rock-Token/rock_detection/compare_checkpoints.py 2a10cc0c29182e7d ran fingerprinted no licence file found · pointer only
The Translation Tax Is Not a Scalar: A Counterfactual Audit of English-Source Cue Inheritance in Chinese Multilingual Benchmarks added by Syntology 2026-05 (from id) chi-mi-rvard/translation-tax-supplement/run_include_lean.py d8a81f0b768c77a5 ran licence not identified · pointer only
Affinity Is Not Enough: Recovering the Free Energy Principle in Mixture-of-Experts added by Syntology 2026-05 (from id) russellwmy/affinity-is-not-enough/prototype/format_tables.py 28cb7991e57a1649 ran MIT (permissive)
TriEx: A Game-based Tri-View Framework for Explaining Internal Reasoning in Multi-Agent LLMs added by Syntology 2026-04 (from id) Einsam1819/TriEx/experiments/exp2c_intervention/draw.py a382113ab2825052 unverified MIT (permissive)
From Internal Diagnosis to External Auditing: A VLM-Driven Paradigm for Data-Free Online Backdoor Defense added by Syntology 2026-01 (from id) binyxu/PRISM/rebuttal_experiments/reviewer_r3x4/W1_semantic_blend_attack/summarize_results.py 0c07631b012f1cf9 unverified no licence file found · pointer only
Towards Self-Supervised Foundation Models for Critical Care Time Series added by Syntology 2025-09 (from id) Katja-Jagd/YAIB/finetuning_results/pretrained_BAT/summarize_results.py ff33ca62f52a82c6 unverified MIT (permissive)
Knowledge Fusion By Evolving Weights of Language Models 18 Jun 2024 duguodong7/model-evolution/src/model_merge/base.py 89e8e1726d953764 ran Apache-2.0 (permissive)
Knowledge Fusion By Evolving Weights of Language Models 18 Jun 2024 duguodong7/model-evolution/src/model_merge/evolver.py 9c4701cb9ebe6693 ran Apache-2.0 (permissive)
Data Augmentation for Intent Classification with Off-the-shelf Large Language Models 5 Apr 2022 elementai/data-augmentation-with-llms/runners/compile_results.py 47b1f7854f607d9f unverified Apache-2.0 (permissive)
Optimal Cost Design for Model Predictive Control 23 Apr 2021 avikj/l4dc-mpc-ocd/experiments/run_mpc_ord.py 5b18d781b0676171 ran · our draft was wrong fingerprinted no licence file found · pointer only
ELKI: A large open-source library for data analysis - ELKI Release 0.7.5 "Heidelberg" 10 Feb 2019 elki-project/elki/elki-core-math/src/test/resources/elki/math/statistics/distribution/distribution-gen-testdata.py da9abdf1e7a039dc ran · our draft was wrong fingerprinted AGPL-3.0 (copyleft) · pointer only

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections